Summary Stats

This runs topic modeling on the ~680k ENGLISH only (as defined as https://github.com/ropensci/cld2) profiles at time zero (by 8am on October 1st, 2017).

Note - while the model does a very good job, it’s not perfect. Sometimes, it will includes some non-English if there are one or two words that are the same in English (e.g., Spanish terms with one or two similar English words).

Topic Overview

This plot shows the top 10 words for each of the 49 topics.

Topic Quality

topicName topic topicProb topicFrex SemanticCoherence Exclusivity
Topic 12 12 trump + country + christian + american + #maga + retired + conservative + supporter + support + president trump + country + christian + american + #maga + conservative + president + america + party + freedom -1830.105 29.68603
Topic 32 32 lover + proud + mom + father + wife + husband + member + mother + human + dad father + husband + dog + animal + activist + sister + survivor + muslim + #notmypresident + pet -1960.985 29.82721
Topic 38 38 news + co + politics + online + best + latest + culture + daily + local + events news + co + latest + daily + events + entertainment + updates + info + reporter + source -2043.097 29.81354
Topic 21 21 views + opinions + working + health + founder + community + mine + public + passionate + ceo services + company + solutions + mission + expressed + organization + firm + commercial + foundation + companies -2094.780 29.66195
Topic 47 47 can + good + know + want + everything + best + man + see + u + better everything + come + want + see + yet + reason + still + thing + happens + wait -2224.575 29.91927
Topic 34 34 #marketing + #music + #socialmedia + #travel + #blogger + #tech + #art + #news + #writer + #digital #marketing + #music + #socialmedia + #blogger + #tech + #art + #news + #writer + #digital + #love -2236.674 29.51021
Topic 13 13 de + director + y + la + en + general + mi + el + que + los de + y + la + en + mi + el + que + los + del + move -2252.412 29.59756
Topic 22 22 games + professional + video + player + gamer + game + play + youtuber + basketball + gaming games + video + player + gamer + game + play + youtuber + gaming + playing + twitch -2253.518 29.77774
Topic 6 6 writer + designer + editor + college + blogger + book + design + nerd + fashion + journalist writer + editor + book + fashion + film + freelance + graphic + dreamer + comic + theatre -2257.024 29.87683
Topic 5 5 n + radio + w + rock + e + show + o + r + d + b n + radio + w + rock + show + o + r + d + b + m -2282.192 29.88882
Topic 7 7 social + media + marketing + manager + digital + content + host + top + creative + creator social + media + marketing + digital + content + creator + internet + podcast + pr + brand -2315.813 29.91679
Topic 11 11 never + nothing + say + let + give + ever + may + something + even + hope never + nothing + say + let + give + something + even + hope + stop + end -2328.224 29.91411
Topic 28 28 business + owner + coach + contact + entrepreneur + email + consultant + management + small + international business + owner + coach + small + fitness + speaker + certified + analyst + inquiries + trainer -2332.850 29.90167
Topic 17 17 student + work + school + team + high + science + teacher + history + english + hard school + high + science + english + half + phd + professor + middle + faculty + fellow -2367.856 29.74675
Topic 30 30 like + also + think + sometimes + stuff + lot + feel + look + talk + write like + write + probably + sweet + sing + cold + dick + stuff + lot + flowers -2374.949 29.86737
Topic 3 3 artist + photographer + engineer + producer + tech + technology + geek + singer + developer + dj engineer + producer + tech + developer + musician + software + computer + songwriter + sound + architect -2375.230 29.80121
Topic 43 43 just + girl + go + im + little + keep + guy + shit + really + bitch just + girl + im + keep + shit + bitch + pretty + ass + bit + fucking -2380.068 29.92130
Topic 24 24 fan + sports + big + star + blue + fanatic + red + movie + avid + hard fan + big + fanatic + movie + huge + hockey + chicago + wars + nfl + nba -2393.049 29.63286
Topic 20 20 us + tweets + need + tweet + s + help + personal + account + likes + endorsement tweets + need + tweet + help + endorsement + endorsements + retweets + job + bot + random -2402.123 29.89043
Topic 35 35 since + bts + army + stan + x + king + perfect + trash + kpop + @bts_twt since + king + perfect + kpop + @bts_twt + line + multifandom + sunshine + bangtan + jimin -2405.002 29.81228
Topic 40 40 follow + free + back + instagram + please + dm + youtube + check + dont + channel back + instagram + please + dm + facebook + link + turn + thanks + pics + hit -2417.291 29.88986
Topic 2 2 life + live + living + way + trying + dream + enjoy + long + die + without life + live + living + way + everyday + short + worth + moment + tomorrow + journey -2581.229 29.92374
Topic 31 31 love + god + always + family + first + much + friends + forever + jesus + hate love + friends + spread + pray + much + girlfriend + mayward + loyalty + self + loved -2594.193 29.90762
Topic 42 42 voice + super + got7 + rp + kim + mark + junior + exo + lee + twice voice + super + got7 + rp + mark + junior + lee + twice + bae + michael -2615.420 29.65422
Topic 48 48 music + people + art + food + tv + books + travel + around + movies + beauty books + shows + reality + kindness + poetry + treat + comedy + films + traveling + places -2673.538 29.91372
Topic 18 18 new + twitter + now + account + official + old + years + city + year + page new + twitter + now + official + old + year + single + coming + soon + used -2682.536 29.90938
Topic 16 16 enthusiast + anime + addict + cat + gay + icon + obsessed + nsfw + lady + hair addict + gay + icon + obsessed + nsfw + lady + hair + makeup + header + ok -2771.369 29.75604
Topic 26 26 beautiful + married + two + woman + kids + women + amazing + children + men + awesome two + woman + kids + women + amazing + children + men + awesome + pictures + god’s -2801.068 29.86551
Topic 25 25 football + welcome + girls + club + run + ain’t + south + fc + boys + london welcome + run + fc + arsenal + season + chelsea + racing + rugby + liverpool + key -2815.675 29.77688
Topic 10 10 university + state + texas + native + florida + southern + san + california + central + medicine university + state + texas + native + florida + southern + san + california + central + medicine -2841.923 29.81367
Topic 1 1 one + day + home + wanna + kind + night + followed + away + favorite + another one + day + kind + night + away + favorite + another + harry + word + justin -2846.340 29.83588
Topic 9 9 get + heart + find + mind + soul + head + open + lost + eyes + light get + heart + mind + lost + eyes + light + dark + stars + moon + found -2864.942 29.89309
Topic 45 45 author + future + black + former + actor + model + educator + poet + create + dancer future + black + actor + model + past + doctor + lawyer + female + actress + chef -2946.071 29.85087
Topic 39 39 area + st + ny + beach + county + ca + bay + serving + owned + pa area + beach + county + serving + owned + italian + coast + bar + serve + located -2993.191 29.72114
Topic 15 15 time + every + take + full + part + matter + lives + next + last + dead time + take + full + matter + lives + next + last + dead + less + running -3086.250 29.92263
Topic 41 41 coffee + ya + beer + wine + fly + tea + fine + chocolate + healthy + cooking coffee + ya + beer + wine + fly + cook + connoisseur + eating + chicken + drinker -3119.722 29.72756
Topic 29 29 private + ideas + market + advice + trade + sell + investor + curious + trader + non private + ideas + market + trade + investor + curious + trader + non + value + investment -3138.760 29.76821
Topic 37 37 happy + person + stay + makes + smile + care + try + blessed + child + thoughts happy + person + stay + smile + try + blessed + days + kid + humble + choose -3178.890 29.89766
Topic 33 33 ig + sc + snapchat + snap + alum + baseball + class + north + add + east ig + sc + snapchat + snap + class + fb + r.i.p + track + ball + bag -3179.252 29.80886
Topic 23 23 truth + united + justice + white + together + house + stand + fall + manchester + deep truth + united + justice + white + together + house + stand + fall + manchester + deep -3264.907 29.86671
Topic 44 44 make + great + right + making + money + strong + left + sense + kill + sure make + great + right + making + money + sense + kill + sure + humor + happen -3286.856 29.91325
Topic 14 14 name + call + baby + queen + master + cause + fire + princess + booking + known name + call + baby + queen + fire + princess + daddy + hear + problem + mr -3335.545 29.80967
Topic 27 27 born + made + raised + universe + blood + shop + using + hand + heaven + created born + made + raised + blood + shop + hand + heaven + created + natural + unique -3345.476 29.83704
Topic 8 8 world + change + peace + place + side + earth + angel + save + hello + citizen world + change + peace + place + side + earth + save + hello + whole + needs -3379.881 29.88807
Topic 36 36 words + positive + speak + energy + thinking + thinker + vibes + sarcasm + focus + attitude words + positive + speak + energy + thinking + thinker + vibes + sarcasm + attitude + action -3569.436 29.84094
Topic 46 46 got + power + l + exo + knowledge + issues + park + drama + worst + problems got + power + knowledge + drama + worst + problems + attention + pure + zero + chanyeol -3628.365 29.79307
Topic 19 19 real + insta + #blacklivesmatter + senior + rip + face + estate + yo + da + road real + insta + #blacklivesmatter + rip + face + estate + da + road + agent + chat -3683.320 29.81488
Topic 4 4 fun + loving + male + protect + supporting + growing + honest + relationship + healing + introvert fun + loving + male + protect + growing + honest + relationship + healing + introvert + yoga -3706.737 29.82979
Topic 49 49 things + loves + young + well + others + passion + currently + special + order + called young + things + well + loves + others + form + point + passion + order + humans -3794.502 29.98480

To interpret the plot above, topics on the right to top-right are the most “interpretable”.

High Semantic Coherence (x axis) indicates Topics with more consistency in their top words while High Exclusivity (y axis) indicates that the words for that topic are more unique (i.e., exclusive to the topic).

Overall, I’d rank Semantic Coherence to be most important. Therefore, topics like #12, #32, #38, and #21 (have the highest Semantic Coherence) are likely to be the most interpretable.

Alternatively, topics like topic #4 and #49 have the lowest semantic coherence and will likely be the most difficult to interpret. This is usually because the topic is a mixture of potentially sub-topics (said differently, if we were to add one or two more topics, these would likely be the next to “separate”).

Topic Stats

UserTopic topicFrex MedianFollowers MedianStatuses MedianFriends Count
47 everything + come + want + see + yet + reason + still + thing + happens + wait 436.0 11578.0 369.0 60361
21 services + company + solutions + mission + expressed + organization + firm + commercial + foundation + companies 685.0 4716.0 569.0 32614
32 father + husband + dog + animal + activist + sister + survivor + muslim + #notmypresident + pet 466.0 9270.0 528.0 31023
31 love + friends + spread + pray + much + girlfriend + mayward + loyalty + self + loved 440.0 11017.0 393.0 30071
43 just + girl + im + keep + shit + bitch + pretty + ass + bit + fucking 413.0 10811.0 359.0 28396
11 never + nothing + say + let + give + something + even + hope + stop + end 429.0 11718.0 363.0 28375
38 news + co + latest + daily + events + entertainment + updates + info + reporter + source 1074.0 13240.5 487.0 26160
12 trump + country + christian + american + #maga + conservative + president + america + party + freedom 734.0 13662.0 786.0 25623
17 school + high + science + english + half + phd + professor + middle + faculty + fellow 458.5 6338.0 412.0 24426
24 fan + big + fanatic + movie + huge + hockey + chicago + wars + nfl + nba 458.0 11556.0 509.0 23945
2 life + live + living + way + everyday + short + worth + moment + tomorrow + journey 405.0 9288.5 384.0 23044
30 like + write + probably + sweet + sing + cold + dick + stuff + lot + flowers 406.0 11180.0 357.0 22433
22 games + video + player + gamer + game + play + youtuber + gaming + playing + twitch 313.5 5994.5 332.0 17094
1 one + day + kind + night + away + favorite + another + harry + word + justin 548.0 14130.0 443.0 16475
13 de + y + la + en + mi + el + que + los + del + move 515.0 11785.0 440.0 16127
35 since + king + perfect + kpop + @bts_twt + line + multifandom + sunshine + bangtan + jimin 348.0 10817.5 338.0 15474
3 engineer + producer + tech + developer + musician + software + computer + songwriter + sound + architect 500.0 7353.0 464.0 14963
40 back + instagram + please + dm + facebook + link + turn + thanks + pics + hit 580.0 8530.0 430.0 14172
18 new + twitter + now + official + old + year + single + coming + soon + used 559.0 7722.5 390.5 13342
20 tweets + need + tweet + help + endorsement + endorsements + retweets + job + bot + random 549.0 11833.0 404.0 12460
42 voice + super + got7 + rp + mark + junior + lee + twice + bae + michael 339.0 16914.0 331.0 11905
16 addict + gay + icon + obsessed + nsfw + lady + hair + makeup + header + ok 321.0 13506.0 335.0 11585
6 writer + editor + book + fashion + film + freelance + graphic + dreamer + comic + theatre 615.0 9345.0 553.0 11532
34 #marketing + #music + #socialmedia + #blogger + #tech + #art + #news + #writer + #digital + #love 1223.0 12882.0 1002.0 10885
48 books + shows + reality + kindness + poetry + treat + comedy + films + traveling + places 509.0 10496.0 485.0 10759
7 social + media + marketing + digital + content + creator + internet + podcast + pr + brand 1243.0 10399.5 752.5 10362
33 ig + sc + snapchat + snap + class + fb + r.i.p + track + ball + bag 598.5 11346.5 491.0 10256
9 get + heart + mind + lost + eyes + light + dark + stars + moon + found 458.0 12271.0 370.0 8388
10 university + state + texas + native + florida + southern + san + california + central + medicine 575.0 8878.0 485.0 7233
5 n + radio + w + rock + show + o + r + d + b + m 571.0 13335.0 473.0 6792
25 welcome + run + fc + arsenal + season + chelsea + racing + rugby + liverpool + key 534.0 9489.0 478.0 6645
28 business + owner + coach + small + fitness + speaker + certified + analyst + inquiries + trainer 730.0 7184.0 574.0 6295
19 real + insta + #blacklivesmatter + rip + face + estate + da + road + agent + chat 515.0 12099.5 423.0 5438
41 coffee + ya + beer + wine + fly + cook + connoisseur + eating + chicken + drinker 485.0 9955.0 454.0 5325
27 born + made + raised + blood + shop + hand + heaven + created + natural + unique 498.0 9491.0 442.0 5243
15 time + take + full + matter + lives + next + last + dead + less + running 434.0 11189.0 385.0 5174
45 future + black + actor + model + past + doctor + lawyer + female + actress + chef 587.0 11160.0 512.0 4861
14 name + call + baby + queen + fire + princess + daddy + hear + problem + mr 507.5 12066.0 373.0 3856
26 two + woman + kids + women + amazing + children + men + awesome + pictures + god’s 448.0 9525.5 427.5 3574
37 happy + person + stay + smile + try + blessed + days + kid + humble + choose 449.0 10869.0 380.0 3515
23 truth + united + justice + white + together + house + stand + fall + manchester + deep 477.0 12138.0 448.0 3231
39 area + beach + county + serving + owned + italian + coast + bar + serve + located 486.0 4783.0 413.0 3191
44 make + great + right + making + money + sense + kill + sure + humor + happen 462.5 10399.0 417.5 3056
8 world + change + peace + place + side + earth + save + hello + whole + needs 477.0 11261.0 402.0 2935
4 fun + loving + male + protect + growing + honest + relationship + healing + introvert + yoga 563.5 13069.0 457.0 2926
46 got + power + knowledge + drama + worst + problems + attention + pure + zero + chanyeol 385.0 16973.0 364.0 2851
29 private + ideas + market + trade + investor + curious + trader + non + value + investment 795.0 6577.0 473.0 2483
36 words + positive + speak + energy + thinking + thinker + vibes + sarcasm + attitude + action 489.0 11042.0 433.0 2087

Topics

Below runs through each of the 49 topics and provides their top 30 words as well as the top 20 representative profiles.

For the top 30 words, there are two plots.

The first is the raw probabilities. These are the most prominent words in each topic.

The second is the FREX probabilities. These are the most “interpretable” words in each topic. Think of these as the most significant and most important words in each topic. Research (Roberts, Stewart, Airoldi, 2016) has shown these to be more helpful than the raw probabilities.

Think of them as:

Raw Probabilities : FREX Probabilities :: Raw Word Frequencies : TF-IDF

## Topic 1
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 1 : Top 5 Examples

## Topic 1 : Top 6-10 Examples

## Topic 1 : Top 11-15 Examples

## Topic 1 : Top 16-20 Examples

## Topic 2
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 2 : Top 5 Examples

## Topic 2 : Top 6-10 Examples

## Topic 2 : Top 11-15 Examples

## Topic 2 : Top 16-20 Examples

## Topic 3
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 3 : Top 5 Examples

## Topic 3 : Top 6-10 Examples

## Topic 3 : Top 11-15 Examples

## Topic 3 : Top 16-20 Examples

## Topic 4
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 4 : Top 5 Examples

## Topic 4 : Top 6-10 Examples

## Topic 4 : Top 11-15 Examples

## Topic 4 : Top 16-20 Examples

## Topic 5
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 5 : Top 5 Examples

## Topic 5 : Top 6-10 Examples

## Topic 5 : Top 11-15 Examples

## Topic 5 : Top 16-20 Examples

## Topic 6
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 6 : Top 5 Examples

## Topic 6 : Top 6-10 Examples

## Topic 6 : Top 11-15 Examples

## Topic 6 : Top 16-20 Examples

## Topic 7
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 7 : Top 5 Examples

## Topic 7 : Top 6-10 Examples

## Topic 7 : Top 11-15 Examples

## Topic 7 : Top 16-20 Examples

## Topic 8
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 8 : Top 5 Examples

## Topic 8 : Top 6-10 Examples

## Topic 8 : Top 11-15 Examples

## Topic 8 : Top 16-20 Examples

## Topic 9
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 9 : Top 5 Examples

## Topic 9 : Top 6-10 Examples

## Topic 9 : Top 11-15 Examples

## Topic 9 : Top 16-20 Examples

## Topic 10
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 10 : Top 5 Examples

## Topic 10 : Top 6-10 Examples

## Topic 10 : Top 11-15 Examples

## Topic 10 : Top 16-20 Examples

## Topic 11
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 11 : Top 5 Examples

## Topic 11 : Top 6-10 Examples

## Topic 11 : Top 11-15 Examples

## Topic 11 : Top 16-20 Examples

## Topic 12
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 12 : Top 5 Examples

## Topic 12 : Top 6-10 Examples

## Topic 12 : Top 11-15 Examples

## Topic 12 : Top 16-20 Examples

## Topic 13
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 13 : Top 5 Examples

## Topic 13 : Top 6-10 Examples

## Topic 13 : Top 11-15 Examples

## Topic 13 : Top 16-20 Examples

## Topic 14
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 14 : Top 5 Examples

## Topic 14 : Top 6-10 Examples

## Topic 14 : Top 11-15 Examples

## Topic 14 : Top 16-20 Examples

## Topic 15
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 15 : Top 5 Examples

## Topic 15 : Top 6-10 Examples

## Topic 15 : Top 11-15 Examples

## Topic 15 : Top 16-20 Examples

## Topic 16
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 16 : Top 5 Examples

## Topic 16 : Top 6-10 Examples

## Topic 16 : Top 11-15 Examples

## Topic 16 : Top 16-20 Examples

## Topic 17
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 17 : Top 5 Examples

## Topic 17 : Top 6-10 Examples

## Topic 17 : Top 11-15 Examples

## Topic 17 : Top 16-20 Examples

## Topic 18
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 18 : Top 5 Examples

## Topic 18 : Top 6-10 Examples

## Topic 18 : Top 11-15 Examples

## Topic 18 : Top 16-20 Examples

## Topic 19
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 19 : Top 5 Examples

## Topic 19 : Top 6-10 Examples

## Topic 19 : Top 11-15 Examples

## Topic 19 : Top 16-20 Examples

## Topic 20
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 20 : Top 5 Examples

## Topic 20 : Top 6-10 Examples

## Topic 20 : Top 11-15 Examples

## Topic 20 : Top 16-20 Examples

## Topic 21
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 21 : Top 5 Examples

## Topic 21 : Top 6-10 Examples

## Topic 21 : Top 11-15 Examples

## Topic 21 : Top 16-20 Examples

## Topic 22
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 22 : Top 5 Examples

## Topic 22 : Top 6-10 Examples

## Topic 22 : Top 11-15 Examples

## Topic 22 : Top 16-20 Examples

## Topic 23
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 23 : Top 5 Examples

## Topic 23 : Top 6-10 Examples

## Topic 23 : Top 11-15 Examples

## Topic 23 : Top 16-20 Examples

## Topic 24
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 24 : Top 5 Examples

## Topic 24 : Top 6-10 Examples

## Topic 24 : Top 11-15 Examples

## Topic 24 : Top 16-20 Examples

## Topic 25
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 25 : Top 5 Examples

## Topic 25 : Top 6-10 Examples

## Topic 25 : Top 11-15 Examples

## Topic 25 : Top 16-20 Examples

## Topic 26
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 26 : Top 5 Examples

## Topic 26 : Top 6-10 Examples

## Topic 26 : Top 11-15 Examples

## Topic 26 : Top 16-20 Examples

## Topic 27
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 27 : Top 5 Examples

## Topic 27 : Top 6-10 Examples

## Topic 27 : Top 11-15 Examples

## Topic 27 : Top 16-20 Examples

## Topic 28
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 28 : Top 5 Examples

## Topic 28 : Top 6-10 Examples

## Topic 28 : Top 11-15 Examples

## Topic 28 : Top 16-20 Examples

## Topic 29
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 29 : Top 5 Examples

## Topic 29 : Top 6-10 Examples

## Topic 29 : Top 11-15 Examples

## Topic 29 : Top 16-20 Examples

## Topic 30
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 30 : Top 5 Examples

## Topic 30 : Top 6-10 Examples

## Topic 30 : Top 11-15 Examples

## Topic 30 : Top 16-20 Examples

## Topic 31
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 31 : Top 5 Examples

## Topic 31 : Top 6-10 Examples

## Topic 31 : Top 11-15 Examples

## Topic 31 : Top 16-20 Examples

## Topic 32
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 32 : Top 5 Examples

## Topic 32 : Top 6-10 Examples

## Topic 32 : Top 11-15 Examples

## Topic 32 : Top 16-20 Examples

## Topic 33
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 33 : Top 5 Examples

## Topic 33 : Top 6-10 Examples

## Topic 33 : Top 11-15 Examples

## Topic 33 : Top 16-20 Examples

## Topic 34
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 34 : Top 5 Examples

## Topic 34 : Top 6-10 Examples

## Topic 34 : Top 11-15 Examples

## Topic 34 : Top 16-20 Examples

## Topic 35
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 35 : Top 5 Examples

## Topic 35 : Top 6-10 Examples

## Topic 35 : Top 11-15 Examples

## Topic 35 : Top 16-20 Examples

## Topic 36
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 36 : Top 5 Examples

## Topic 36 : Top 6-10 Examples

## Topic 36 : Top 11-15 Examples

## Topic 36 : Top 16-20 Examples

## Topic 37
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 37 : Top 5 Examples

## Topic 37 : Top 6-10 Examples

## Topic 37 : Top 11-15 Examples

## Topic 37 : Top 16-20 Examples

## Topic 38
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 38 : Top 5 Examples

## Topic 38 : Top 6-10 Examples

## Topic 38 : Top 11-15 Examples

## Topic 38 : Top 16-20 Examples

## Topic 39
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 39 : Top 5 Examples

## Topic 39 : Top 6-10 Examples

## Topic 39 : Top 11-15 Examples

## Topic 39 : Top 16-20 Examples

## Topic 40
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 40 : Top 5 Examples

## Topic 40 : Top 6-10 Examples

## Topic 40 : Top 11-15 Examples

## Topic 40 : Top 16-20 Examples

## Topic 41
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 41 : Top 5 Examples

## Topic 41 : Top 6-10 Examples

## Topic 41 : Top 11-15 Examples

## Topic 41 : Top 16-20 Examples

## Topic 42
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 42 : Top 5 Examples

## Topic 42 : Top 6-10 Examples

## Topic 42 : Top 11-15 Examples

## Topic 42 : Top 16-20 Examples

## Topic 43
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 43 : Top 5 Examples

## Topic 43 : Top 6-10 Examples

## Topic 43 : Top 11-15 Examples

## Topic 43 : Top 16-20 Examples

## Topic 44
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 44 : Top 5 Examples

## Topic 44 : Top 6-10 Examples

## Topic 44 : Top 11-15 Examples

## Topic 44 : Top 16-20 Examples

## Topic 45
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 45 : Top 5 Examples

## Topic 45 : Top 6-10 Examples

## Topic 45 : Top 11-15 Examples

## Topic 45 : Top 16-20 Examples

## Topic 46
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 46 : Top 5 Examples

## Topic 46 : Top 6-10 Examples

## Topic 46 : Top 11-15 Examples

## Topic 46 : Top 16-20 Examples

## Topic 47
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 47 : Top 5 Examples

## Topic 47 : Top 6-10 Examples

## Topic 47 : Top 11-15 Examples

## Topic 47 : Top 16-20 Examples

## Topic 48
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 48 : Top 5 Examples

## Topic 48 : Top 6-10 Examples

## Topic 48 : Top 11-15 Examples

## Topic 48 : Top 16-20 Examples

## Topic 49
## Top 30 Words by Raw Probability

## Top 30 Words by FREX Probability

## Top 20 Most Representative Profiles
## Topic 49 : Top 5 Examples

## Topic 49 : Top 6-10 Examples

## Topic 49 : Top 11-15 Examples

## Topic 49 : Top 16-20 Examples